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-rw-r--r--gi/posterior-regularisation/prjava/src/optimization/stopCriteria/NormalizedGradientL2Norm.java48
1 files changed, 48 insertions, 0 deletions
diff --git a/gi/posterior-regularisation/prjava/src/optimization/stopCriteria/NormalizedGradientL2Norm.java b/gi/posterior-regularisation/prjava/src/optimization/stopCriteria/NormalizedGradientL2Norm.java
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+++ b/gi/posterior-regularisation/prjava/src/optimization/stopCriteria/NormalizedGradientL2Norm.java
@@ -0,0 +1,48 @@
+package optimization.stopCriteria;
+
+import optimization.gradientBasedMethods.Objective;
+import optimization.gradientBasedMethods.ProjectedObjective;
+import optimization.util.MathUtils;
+
+/**
+ * Divides the norm by the norm at the begining of the iteration
+ * @author javg
+ *
+ */
+public class NormalizedGradientL2Norm extends GradientL2Norm{
+
+ /**
+ * Stop if gradientNorm/(originalGradientNorm) smaller
+ * than gradientConvergenceValue
+ */
+ protected double originalGradientNorm = -1;
+
+ public void reset(){
+ originalGradientNorm = -1;
+ }
+ public NormalizedGradientL2Norm(double gradientConvergenceValue){
+ super(gradientConvergenceValue);
+ }
+
+
+
+
+ public boolean stopOptimization(Objective obj){
+ double norm = MathUtils.L2Norm(obj.gradient);
+ if(originalGradientNorm == -1){
+ originalGradientNorm = norm;
+ }
+ if(originalGradientNorm < 1E-10){
+ System.out.println("Gradient norm is zero " + originalGradientNorm);
+ return true;
+ }
+ double normalizedNorm = 1.0*norm/originalGradientNorm;
+ if( normalizedNorm < gradientConvergenceValue){
+ System.out.println("Gradient norm below normalized normtreshold: " + norm + " original: " + originalGradientNorm + " normalized norm: " + normalizedNorm);
+ return true;
+ }else{
+// System.out.println("projected gradient norm: " + norm);
+ return false;
+ }
+ }
+}